{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e62058ac-5cb1-4ebe-a204-f9c86afc999e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ['OMP_NUM_THREADS'] = '7'\n",
    "print(os.environ.get('OMP_NUM_THREADS'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6004818d-6067-4aea-96f9-510facd289f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "灰度图像已成功保存为 'D:/loadFile/123.jpg'\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import os\n",
    "\n",
    "# 读取图像并转换为灰度图像\n",
    "image_path = 'D:/loadFile/12.jpg'  # 替换为你的图片路径\n",
    "image = cv2.imread(image_path)  # 读取图像\n",
    "\n",
    "if image is not None:\n",
    "    gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)  # 转换为灰度图像\n",
    "\n",
    "    # 确保当前工作目录存在，或者指定一个有效的路径\n",
    "    save_path = 'D:/loadFile/123.jpg'\n",
    "    if not os.path.exists(os.path.dirname(save_path)):\n",
    "        os.makedirs(os.path.dirname(save_path))\n",
    "\n",
    "    # 保存灰度图像\n",
    "    save_success = cv2.imwrite(save_path, gray_image)\n",
    "    if save_success:\n",
    "        print(f\"灰度图像已成功保存为 '{save_path}'\")\n",
    "    else:\n",
    "        print(f\"错误：无法保存图像到 '{save_path}'\")\n",
    "else:\n",
    "    print(\"错误：图像未找到。请检查图像路径。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "94fd11fe-881b-4b58-a4e2-69f5f5f49b51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "背景分割结果已保存为 '图4_背景分割结果.png'\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "\n",
    "# 读取灰度图像\n",
    "image_path = 'D:/loadFile/123.jpg'  # 确保这是正确的路径\n",
    "gray_image = cv2.imread(image_path, 0)  # 以灰度模式读取图像\n",
    "\n",
    "if gray_image is not None:\n",
    "    # 将灰度图像转换为二维数组\n",
    "    data = gray_image.reshape((-1, 1))\n",
    "\n",
    "    # 应用k-Means聚类算法\n",
    "    kmeans = KMeans(n_clusters=2, random_state=0)\n",
    "    kmeans.fit(data)\n",
    "    labels = kmeans.labels_\n",
    "\n",
    "    # 将标签重新映射回图像的形状\n",
    "    segmented_image = labels.reshape(gray_image.shape)\n",
    "\n",
    "    # 保存背景分割结果\n",
    "    cv2.imwrite('D:/loadFile/1234.jpg', segmented_image * 255)  # 将标签转换为二值图像\n",
    "    print(\"背景分割结果已保存为 '图4_背景分割结果.png'\")\n",
    "else:\n",
    "    print(\"错误：灰度图像未找到。请检查图像路径。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b46216af-6860-4e48-8f58-405f88893b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "背景分割结果已保存为 '图5_压缩图像.png'\n",
      "背景分割结果已保存为 '图5_压缩图像.png'\n",
      "背景分割结果已保存为 '图5_压缩图像.png'\n",
      "背景分割结果已保存为 '图5_压缩图像.png'\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "# 应用k-Means聚类算法进行图像压缩\n",
    "k_values = [2, 4, 8, 16]  # 不同的k值\n",
    "for k in k_values:\n",
    "    kmeans = KMeans(n_clusters=k)\n",
    "    kmeans.fit(gray_image)\n",
    "    y_kmeans = kmeans.predict(gray_image)\n",
    "    \n",
    "    # 将聚类结果映射回原始图像的颜色空间\n",
    "    compressed_image = kmeans.cluster_centers_[y_kmeans]\n",
    "    \n",
    "    # 保存压缩后的图像\n",
    "    cv2.imwrite(f'D:/loadFile/12345{k}.jpg', compressed_image)\n",
    "    print(\"背景分割结果已保存为 '图5_压缩图像.png'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "383625c4-7984-447b-8d64-413274333205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "\n",
    "# 读取不同k值的压缩图像\n",
    "compressed_images = []\n",
    "k_values = [2, 4, 8, 16]  # 对应的k值\n",
    "for k in k_values:\n",
    "    image = cv2.imread(f'D:/loadFile/12345{k}.jpg' ,0)\n",
    "    compressed_images.append(image)\n",
    "\n",
    "# 绘制压缩效果对比图\n",
    "plt.figure(figsize=(12, 6))\n",
    "for i, image in enumerate(compressed_images):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    plt.imshow(image, cmap='gray')\n",
    "    plt.title(f'k = {k_values[i]}')\n",
    "    plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.savefig('D:/loadFile/1234567.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "88ca074f-9ac4-460d-9cb2-d4359db0796f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "压缩效果对比图已保存为 '图6_压缩效果对比.png'\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取灰度图像\n",
    "image_path = 'D:/loadFile/123.jpg'  # 确保这是正确的路径\n",
    "gray_image = cv2.imread(image_path, 0)  # 以灰度模式读取图像\n",
    "\n",
    "if gray_image is not None:\n",
    "    # 应用k-Means聚类算法进行图像压缩\n",
    "    k_values = [2, 4, 8, 16]  # 不同的k值\n",
    "    compressed_images = []\n",
    "\n",
    "    for k in k_values:\n",
    "        # 将灰度图像转换为二维数组\n",
    "        data = gray_image.reshape((-1, 1))\n",
    "\n",
    "        # 应用k-Means聚类算法\n",
    "        kmeans = KMeans(n_clusters=k, random_state=0)\n",
    "        kmeans.fit(data)\n",
    "        labels = kmeans.labels_\n",
    "\n",
    "        # 将标签重新映射回图像的形状\n",
    "        segmented_image = labels.reshape(gray_image.shape)\n",
    "\n",
    "        # 将聚类结果映射回原始图像的颜色空间\n",
    "        centers = kmeans.cluster_centers_.reshape(-1)\n",
    "        compressed_image = np.array([centers[label] for label in labels]).reshape(gray_image.shape)\n",
    "\n",
    "        # 保存压缩后的图像\n",
    "        cv2.imwrite(f'图5_压缩效果_k{k}.png', compressed_image * 255)  # 将聚类结果转换为二值图像\n",
    "        compressed_images.append(compressed_image)\n",
    "\n",
    "    # 绘制压缩效果对比图\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    for i, image in enumerate(compressed_images):\n",
    "        plt.subplot(2, 2, i+1)\n",
    "        plt.imshow(image, cmap='gray')\n",
    "        plt.title(f'k = {k_values[i]}')\n",
    "        plt.axis('off')\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('图6_压缩效果对比.png')\n",
    "    plt.show()\n",
    "    print(\"压缩效果对比图已保存为 '图6_压缩效果对比.png'\")\n",
    "else:\n",
    "    print(\"错误：灰度图像未找到。请检查图像路径。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "414f2b6b-bef5-44be-b8a1-bce62d92ea9b",
   "metadata": {},
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